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Record W4405358874 · doi:10.7759/cureus.75670

Perspectives on Frailty Among Emergency Physicians: A Qualitative Descriptive Study

2024· article· en· W4405358874 on OpenAlexaff
James Smyth, Joanne Dollard, Renuka Visvanathan, Mandy M. Archibald

Bibliographic record

VenueCureus · 2024
Typearticle
Languageen
FieldMedicine
TopicFrailty in Older Adults
Canadian institutionsUniversity of WinnipegUniversity of Manitoba
Fundersnot available
KeywordsMedicineThematic analysisQualitative researchFocus groupGerontologyExploratory researchPopulationStressorEmergency departmentVulnerability (computing)NursingPsychiatryEnvironmental health

Abstract

fetched live from OpenAlex

Background The proportion of older people in the general population is rising. Accompanying this rise is an increased prevalence of frailty. Frailty is a syndrome of increased vulnerability to stressors due to decreased physiological reserve and is linked to increased health services use. Frailty assessment provides a comprehensive insight into an older person's health status but is not regularly performed in emergency departments (EDs) worldwide. Understanding emergency physicians' (EPs) perspectives on frailty could assist in facilitating the implementation of frailty assessments in the ED. However, little is known about EP perceptions of frailty. Objectives The aim of this study was to explore perspectives on frailty among EPs. Design An exploratory qualitative descriptive study was conducted. EPs' perspectives on frailty were explored in semi-structured interviews, including questions on the meaning of frailty, its detection, management, and potential to improve the care of frail ED patients. Interviews were recorded and transcribed. Setting Central Adelaide Local Health Network, which has two EDs in Adelaide, South Australia. Participants Sixteen EPs were interviewed. Eleven (69%) were male EPs and 10 (63%) were practicing as EPs for 4 years or less. Measurements We analyzed interview transcripts by inductive thematic analysis. We generated, iteratively revised, and applied a coding framework, enabling progression to the formulation of themes. Results We developed three themes. Theme 1: EPs did not perceive frailty as a priority of care due to their focus on acuity, and lack of knowledge, time, and resources. Theme 2: EPs referred to detecting and managing frailty indirectly rather than formally. Theme 3: EPs saw a beneficial role in frailty recognition and management in the future. Conclusions EPs did not perceive frailty as a priority of care. However, they had a positive view on progressing with increased frailty awareness and holistic management in EM, for patient and health system benefits.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.016
metaresearch head score (Gemma)0.029
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.029
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0070.007
Scholarly communication0.0040.005
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.070
GPT teacher head0.393
Teacher spread0.323 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2024
Admission routes1
Has abstractyes

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